Articoli correlati a Architecture of Advanced Numerical Analysis Systems:...

Architecture of Advanced Numerical Analysis Systems: Designing a Scientific Computing System using OCaml - Brossura

Wang, Liang; Zhao, Jianxin

 
9781484288542: Architecture of Advanced Numerical Analysis Systems: Designing a Scientific Computing System using OCaml
Brossura
ISBN 10: 1484288548 ISBN 13: 9781484288542
Casa editrice: APress, 2023

Sinossi

This unique open access book applies the functional OCaml programming language to numerical or computational weighted data science, engineering, and scientific applications. This book is based on the authors' first-hand experience building and maintaining Owl, an OCaml-based numerical computing library. 

You'll first learn the various components in a modern numerical computation library. Then, you will learn how these components are designed and built up and how to optimize their performance. After reading and using this book, you'll have the knowledge required to design and build real-world complex systems that effectively leverage the advantages of the OCaml functional programming language.

What You Will Learn

  • Optimize core operations based on N-dimensional arrays
  • Design and implement an industry-level algorithmic differentiation module
  • Implement mathematical optimization, regression, and deep neural network functionalities based on algorithmic differentiation
  • Design and optimize a computation graph module, and understand the benefits it brings to the numerical computing library
  • Accommodate the growing number of hardware accelerators (e.g. GPU, TPU) and execution backends (e.g. web browser, unikernel) of numerical computation
  • Use the Zoo system for efficient scripting, code sharing, service deployment, and composition
  • Design and implement a distributed computing engine to work with a numerical computing library, providing convenient APIs and high performance

Who This Book Is For
Those with prior programming experience, especially with the OCaml programming language, or with scientific computing experience who may be new to OCaml. Most importantly, it is for those who are eager to understand not only how to use something, but also how it is built up.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Editore
APress
Data di pubblicazione
2023
Lingua
Inglese
ISBN 10 
1484288548
ISBN 13 
9781484288542
Rilegatura
Copertina flessibile
Numero di pagine
488
Contatto del produttore
non disponibile
Persona responsabile
non disponibile